Dynamic correction of geometric distortions in high-resolution functional MRI at ultra-high magnetic field strengths
Di Bartolomeo, Katia
Promotor(s) : Phillips, Christophe
Date of defense : 24-Jun-2024/25-Jun-2024 • Permalink : http://hdl.handle.net/2268.2/20395
Details
Title : | Dynamic correction of geometric distortions in high-resolution functional MRI at ultra-high magnetic field strengths |
Author : | Di Bartolomeo, Katia |
Date of defense : | 24-Jun-2024/25-Jun-2024 |
Advisor(s) : | Phillips, Christophe |
Committee's member(s) : | Sacré, Pierre
Lamalle, Laurent Dymerska, Barbara |
Language : | English |
Keywords : | [en] fMRI [en] EPI [en] dynamic distortion correction [en] fieldmap [en] ultra-high field |
Discipline(s) : | Engineering, computing & technology > Electrical & electronics engineering Engineering, computing & technology > Multidisciplinary, general & others Physical, chemical, mathematical & earth Sciences > Physics |
Research unit : | Wellcome centre for Human Neuroimaging |
Institution(s) : | Université de Liège, Liège, Belgique |
Degree: | Master en ingénieur civil biomédical, à finalité spécialisée |
Faculty: | Master thesis of the Faculté des Sciences appliquées |
Abstract
[en] In neuroscience research, the use of functional magnetic resonance imaging (fMRI) at
ultra-high (≥7T) magnetic field strengths improves significantly the signal-to-noise ratio
(SNR). However, fast imaging techniques like Echo-Planar Imaging (EPI) are prone to
geometric distortions due to local field inhomogeneities, which become more pronounced at
higher field strengths and can cause the mislocalization of relevant signal. To mitigate those
distortions, conventional static correction methods use one snapshot fieldmap applied to all
fMRI magnitude images. Other dynamic methods compute one fieldmap for each EPI time
point from preliminary Gradient echo (GRE) images. By doing so, it accounts for the changes
in the static magnetic field occurring during the acquisition time, including motion or
breathing.
In this thesis, a new dynamic geometric distortion correction method is presented and
compared to existing corrections. The technique uses a fieldmap computed from EPI images
acquired with opposite phase encoding (PE) directions. This reference fieldmap is then used to
estimate the constant phase offset present in all EPI phase data. A series of dynamic fieldmaps
can thus be calculated from the EPI phase, and each volume is corrected independently. The
main advantage of this method is to allow for a dynamic correction without the need for
preliminary scans.
To perform a complete analysis of the methods, six different correction pipelines have been
implemented. Two of them use a static fieldmap computed from GRE preliminary scans, with
and without extra modelling of the susceptibility-by-motion effect. Two others compute a
fieldmap from EPI volumes acquired with opposite PE direction, then apply it with and
without the same extra model as before. Finally, two dynamic corrections have been
implemented, estimating the phase offset based on preliminary GRE or on reversed PE
acquisition. These methods have been tested on different datasets acquired at 7T at University
College London, including one chin approach task inducing dynamic changes in the static field.
The results showed that for 3D EPI and small motion (<1mm translation and <1° rotation),
using a static correction without extra modelling lead to a slightly better temporal stability.
The dynamic corrections seem to induce extra variance, due to the extra computation steps
present in the methods. However, to observe significant differences between the methods, the
sequence and the task should be chosen wisely.
Future studies should focus on assessing the temporal behaviour of the different correction
methods in a non-accelerated 2D unsegmented EPI sequence with greater head motion and a
chin approach task. This would allow determining if this newly developed method visibly
improves the temporal stability along the volumes.
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